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Paper Citation Record · LEDGER

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

As of 8 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 5 inbound Pith citation observations for arXiv:2506.09902.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.09902 v1

Coverage vector

measured 51 of 51 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:42:28.105388Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:50:43.710198Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T17:09:58.535450Z

Reference resolution

51 of 51 outbound references displayed

  • verified exact0
  • verified fuzzy11
  • unresolved38
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ba9754e7-58bb-4491-95ca-0353d30dd3ee · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.702272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.950294Z digest=sha256:1c43fc7fad3bb57d07570555588570d6a21ac2c3b1b14698eeaba26273f3caac

Observation 4a8c2386-04f6-4478-a5ff-8a4f3c6b0175 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.691773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.954305Z digest=sha256:720ded5856dd42dfda10123089ad3c05f42bf8b59844f6c12c6ff287db7c027c

Observation aa27ce6f-dfd8-43ce-8217-d7c0f54c5a3d · outbound

This paper cites MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants MemoChat: Tuning LLMs to Use Memos for Consistent Long-Range Open-Domain Conversation

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.789673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.789673Z digest=sha256:75115266cdb9da23ca6b1f63e438db66376dd8d67c84e787eba8f229a7b30b95

Observation 94ae05d9-58f2-433f-99a0-e5eb662abffe · outbound

This paper cites On the Way to LLM Personalization: Learning to Remember User Conversations.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants On the Way to LLM Personalization: Learning to Remember User Conversations

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.905294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.905294Z digest=sha256:57e130fe8026b5f44aa4ad6c8715c59e416ca91a93e1e986d502a7679c54475b

Observation 2e4ecc9a-91ae-4bdf-b022-088e6be0ab14 · outbound

This paper cites UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.946229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.946229Z digest=sha256:6f7073b4a1e53fd27d9c55ea2e0143218d36924d2b206fc7a882429e7bf1b68b

Observation 0e88f194-c2bf-402d-abb4-f1af32dfcf5b · outbound

This paper cites prefers eco-friendly options.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants prefers eco-friendly options

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.647603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.969266Z digest=sha256:31df55a90238586405b1704b76b098b1d1bc62dacf806660c92c9416369c7870

Observation a5fcd048-ad1f-4537-9b92-058279658074 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.680280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.958423Z digest=sha256:d444eb45a7818ca48c8fa62d171de892c145e5b75cea8fc40ba2d1bdae3254cf

Observation 935731c7-e998-41c3-92f1-abb7172badd2 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.669437Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.962091Z digest=sha256:33216bf8dfff9b312ab0d4a71afa275b322583aea9f8709175c3f60d8d10d664

Observation 1920177f-360c-495b-83ca-bcaff4f2b990 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.658508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.965430Z digest=sha256:6e6012319a2541ad0bd543d267c3b3b19d696b6c18c620ba59cecb58f0e99f18

Observation 0815fab2-a6d2-4db1-8bc9-17fd49726fb7 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.637068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.973050Z digest=sha256:0183dccd9bd7ba0461171657bbcbed78f345f897c880afe3d9c55c094ca55a3d

Observation cd894e1b-2a77-41ba-8a74-3f27da3f062d · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.627453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.975958Z digest=sha256:509ad041cc744c179ff8f64997606aa948fffd30786e30d657762610e297658b

Observation 0925aa52-9f60-4bbc-87ae-5340ff437076 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.618135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.978859Z digest=sha256:8aa00101024c06cd80267639dbb2b626714a2b34c24bc508f58d6bb862884ed7

Observation 55228d2e-ebb5-444d-8474-d591f5973858 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.607378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.982397Z digest=sha256:3e31852ed04b21a8b8d9c3a98359d3115b2d05c730e80329c9a76665d6df7905

Observation 1f882fac-3018-43a2-be18-9dfadf10e1d1 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.595980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.985271Z digest=sha256:d6839c4d24efae3e4b7b8d9e0fa910267ca56f8178b4295b4165d24ae963c378

Observation 0e1327ce-fe36-4793-ba5a-659a9e469247 · outbound

This paper cites User preferences: [User Preferences] Tasks: Figure 9: The prompt used for the generation ofT SD tasks.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants User preferences: [User Preferences] Tasks: Figure 9: The prompt used for the generation ofT SD tasks

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.585836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.988698Z digest=sha256:3ce2128c7ebf2bc347390cc11b302344d1d9db3cd1c3c929080442db3726ddce

Observation e06e43f3-04a3-4ce4-84c4-3bfd8ef4f453 · outbound

This paper cites • Description: The description of the domain.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants • Description: The description of the domain

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.574744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.992143Z digest=sha256:b97b05764bf8d1d279059f0b6e9fe26ead7728fe6d381dc5a3c554f812b6046e

Observation ccf5bbfd-d059-4036-b761-b5f54ec4f0ee · outbound

This paper cites The task need to span multiple domains.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants The task need to span multiple domains

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.563820Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.995850Z digest=sha256:1090724b2648b33fac1ea90b5ab163c68eac1315bfd244e43101174a3b7078b3

Observation 9918c677-fec0-46de-9bc6-56c386f23dbc · outbound

This paper cites • Includes affinity types as points of personalization to enable tailored responses.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants • Includes affinity types as points of personalization to enable tailored responses

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.551791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.998646Z digest=sha256:e74dc21bfc7ef805166caba5ad86600cfb4c0826a79a6b78158be5f2a9907ee4

Observation f476c003-20ca-4d48-bcaf-118fc768fd9d · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.540552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.002297Z digest=sha256:9e573fdf5103ee9ba169c5008f99de102f86281aa396c3bddee69727808c4a43

Observation 97959612-f159-4c59-aa32-c20ad16cc6d5 · outbound

This paper cites Be creative.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Be creative

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.529133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.005693Z digest=sha256:4a8898192deab55797c5a3a60dbeab2d1c4505ea1cc506d8823dfa67c6fc819d

Observation 7c12ca0b-c205-4ecd-a8ce-38b1b385b314 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.519468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.008960Z digest=sha256:7b051c393f8e706ad143d8a336dccd9d62fbd2c3389e950280df4e87528c7e70

Observation 37c0c675-4725-4c95-ba39-f16c09102672 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.507641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.012681Z digest=sha256:bb4600820a4b8e81832c0963ffaf480c336154814e5da71cb310bfc3a7859781

Observation f635fb70-c111-4aec-b08b-b77d9e93d18a · outbound

This paper cites The situations should reflect a wide variety of backgrounds, lifestyles, and choices, avoiding stereotypes.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants The situations should reflect a wide variety of backgrounds, lifestyles, and choices, avoiding stereotypes

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.494399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.016279Z digest=sha256:92ea335ca295ef5147ffe75482895bc3db68d2870505d84fd401b65c9112658b

Observation 30f65dc0-1df6-49b2-9d4c-d07cbd220ef7 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.482990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.019221Z digest=sha256:04fcee312dab3f6045baedd774e483c0c834b3c5eb495f110da498fcf05d3047

Observation 161ffeb0-6afc-4e0e-af78-631b5944af32 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.471733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.023355Z digest=sha256:88d0b2e94dcda0b15b9a9e13c51ee513df57ca339a8646bfef616c1d75ffb143

Observation a2092bb0-da9e-4b5c-aae7-71afb8bea474 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.459999Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.026634Z digest=sha256:55a33d8a9c2aaff16c15030822401ef009be844442601b931f4815d545f614e9

Observation c5753adc-e720-4024-94aa-5f3a2ea388c9 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.447997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.030164Z digest=sha256:98cda8edc86ee8568fad5c8f679a44162c44173d8f44b957dcb1ae4a4276521e

Observation 15e17c32-59b7-4df0-b36c-7440c02d775b · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.436080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.033138Z digest=sha256:768dbc4c3cf312e17eae1a15d3166509fe251d2fd50decfa45e2709950a7ac86

Observation 2208e498-fa5e-481f-af61-aced5fb576dc · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.424803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.036305Z digest=sha256:644bdef212d3190f40fc82ed3ba054fd5b430416f19dae2177016d006e4135ef

Observation 5d902308-202d-492d-b81a-89050fb0609e · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.413026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.039337Z digest=sha256:aee186eb3e5c967f77c4520fc4469f2436eb64beb3c1c54c2d7afb3d19639d28

Observation 5d96c85a-1b2c-4e39-9287-b9f92fd1dd4e · outbound

This paper cites Only output the situation context and justification and nothing else.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Only output the situation context and justification and nothing else

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.402269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.042110Z digest=sha256:f9739d13821e84e96600001bb1db2aa8ae5791ca26bc7eac4330ac5828ae487f

Observation 017d69c6-ce08-4e09-8102-bfc6b6612e70 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.391111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.045238Z digest=sha256:65fd97481c681d35b7afaed98a730cd103d32665de087c7eb659a2c4047f8079

Observation c289650c-9036-4a4c-98b7-23a4076d77a6 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.380922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.049973Z digest=sha256:356921f1b9ac20066ca58e5a81178b1d14310dd618e857f171b671f025a13740

Observation f7442c90-fb9b-403c-a9e6-169ecc0c1048 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.370526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.053209Z digest=sha256:648bfffdacfcf553494fefadf03dd10a2df665da428e20f6609dec1eeca78e05

Observation cc93de95-eacb-4473-bd11-f8e6fffdbc04 · outbound

This paper cites IMPORTANT - Do not output TERMINATE for this initial query.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants IMPORTANT - Do not output TERMINATE for this initial query

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.359601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.056051Z digest=sha256:d1955947802054774bec6303bfdb55878af04f45f022389d89b60148e1f2f1b2

Observation c60711e6-9d59-40d8-8e0d-7bf60ca68848 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.350712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.058809Z digest=sha256:95940bd058bf8296693da146558cc4a15ef94368735689b89dbaff20b5e558e4

Observation 15c246c0-e60b-4963-90ad-b6a8e2d4f5d9 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.341223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.061407Z digest=sha256:744d302b61edc132aae6f13d3fcd9e372ae7750e574ffa27428f5184d75dc74c

Observation cebf5c1e-9821-4511-a24c-a84f510ee1b5 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.331122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.065205Z digest=sha256:d5f4b4bc5a55eee8c06a9a80e7387d37d9167e0a3863f439871acf6f8c685816

Observation 64414347-87d2-4af8-8c27-1b1eaac91831 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.320100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.068957Z digest=sha256:3d39bfe6184730bd348fe6e441186ecb75851e7ffd08ef9020334eb65bee8069

Observation 680961aa-3fea-458b-82f2-4cc7a0549f41 · outbound

This paper cites Based on current interaction history , if you feel the task has been FULLY completed AND you are SATISFIED with the outcome, add ’TERMINATE’ at the end of your response.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Based on current interaction history , if you feel the task has been FULLY completed AND you are SATISFIED with the outcome, add ’TERMINATE’ at the end of your response

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.308898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.072575Z digest=sha256:d27d9adabb5843134218fa00b54965fe12387adca72ff8f40e1ba6e414f755c7

Observation d0a64790-3a58-4204-aeab-308fdbbd6793 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.297308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.076450Z digest=sha256:0a707f139da06dd8790fb04d737bf14def2eccaeeb91282fcd2c8c01133b6248

Observation 492797f4-67b4-49e3-afff-72986bc05086 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.286390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.079914Z digest=sha256:51e08a3657c0fa98ccb9efe5019187c3d07e0fb6d8d31c644fc126a85daf01b0

Observation dcb75eaa-07c0-4066-b15a-0405a29d32e2 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.274659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.083006Z digest=sha256:41692477f641002188a1053f17ee4f50b9a4c68233ed0f176fc572211be5fca2

Observation 14aca6e4-5a1b-4a95-82ae-8121596273b8 · outbound

This paper cites Figure 17: The prompt used for J to evaluate personalization.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Figure 17: The prompt used for J to evaluate personalization

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T04:42:28.262813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.086095Z digest=sha256:4effe254079abdd469093b7c7d1f8cea87358efdee592896daa643e6d1703bfb

Observation 31f6124c-507f-44a5-81ed-df61000ae312 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.239637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.092408Z digest=sha256:c2759ad7aa5b57656ab7489be418f96788306e3a8332e35e8077c3f1d1df9dcf

Observation 38cdd570-3b51-4d2a-9dc6-9794e22f4329 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 49

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.227944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.095383Z digest=sha256:105ec7224b492eac7b58af94f6d207f630e4178063122e88f7897d6fbac1bf4a

Observation b4da6a13-cf30-460d-b9db-49fbfb3a4e75 · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.249970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.098298Z digest=sha256:84d53335d91cd1be44ce813fdc39ebcc679a454b267efc85f400b77921e9ef1a

Observation 8a067b48-328b-40f9-b8e8-3b1fa5d8069f · outbound

This paper cites an unresolved cited work.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-07T04:42:28.216917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.101796Z digest=sha256:fb7cdbe2a2edba613a48150a164ca2d63e188351a0ba110e68e6f737ed5ce359

Observation f73aaf08-1ec4-4524-8614-1cb7d15efec7 · outbound

This paper cites Is Categorical.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Is Categorical

Reference 52

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T04:42:28.205618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:28.105388Z digest=sha256:0027dee49e4bfb2e392c3fd92651fb0f4e34e04665362d0a19568a52e65867da

Observation 4f7e42d3-f75e-4e50-993c-6f6f9a3b0a59 · outbound

This paper cites Everyone Deserves A Reward: Learning Customized Human Preferences.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Everyone Deserves A Reward: Learning Customized Human Preferences

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T04:42:27.657938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T04:42:27.657938Z digest=sha256:3064c931d698798b3b8007d69daced0241650eb5f96d3f3a35d2a2057714010d

Observation c3c427ba-3400-4282-bf35-4a2e08f5abd9 · outbound

This paper cites Personalization in Goal-Oriented Dialog.

PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants Personalization in Goal-Oriented Dialog

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T04:42:28.180074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T04:42:27.702902Z digest=sha256:4e538f9a0ef8528c0edde89b24c1afbb3cc4aa6d27fca9769796fcb8d72d7c6b

Pith citing papers

Observation 05b4b64f-7bd4-4534-9739-9730c7825ce5 · inbound

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs cites this paper.

PREF: Reference-Free Evaluation of Personalised Text Generation in LLMs PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T22:50:43.710198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T22:50:43.710198Z digest=sha256:79b78e35770e502d15ecca4f17d69a60d0ffe6bf64491378b1232e9fe8a64c22

Observation f8c01691-2208-4e3f-a0ae-84f0a1c2f3ad · inbound

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments cites this paper.

PERMA: Benchmarking Personalized Memory Agents via Event-Driven Preference and Realistic Task Environments PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 87

Resolution
verified exact
arxiv_id, observed 2026-05-21T09:59:59.064724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-21T09:55:17.236296Z digest=sha256:555de34c5f5c9ba0efda489d47af4faec36885fc9bd6ce8bbb6d6002cfa577d3

Observation 94d03ff8-7a75-4dc3-892a-11a3e1605db2 · inbound

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment cites this paper.

AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-15T14:51:08.391706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-05-15T14:50:23.587894Z digest=sha256:d2805d92e76ba83906ce44b693cb1f5b6d0f1cc384811c8e5db5b9359d620d0d

Observation 235105e4-49a9-4eaf-8340-91c222526348 · inbound

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce cites this paper.

Iterating Toward Better Search: A Two-Agent Simulation Framework for Evaluating Agentic Search Architectures in E-Commerce PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T14:18:23.038364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-06-27T07:05:31.737761Z digest=sha256:dde06f28fd89c39048b8c4fd7f44f36da5d3575b0e862da9defa4f06d34efd80

Observation f7896959-0da3-47ef-8070-4ac2fae2d9bc · inbound

MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery cites this paper.

MEMPROBE: Probing Long-Term Agent Memory via Hidden User-State Recovery PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-04T17:09:58.536991Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-25T23:57:26.000650Z digest=sha256:1013586695914daa120444d3e438b4095b5b6bfdfedf436774b92cdc919ea396